{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 语义分割和数据集\n",
    "\n",
    "在前几节讨论的目标检测问题中，我们一直使用方形边界框来标注和预测图像中的目标。本节将探讨语义分割（semantic segmentation）问题，它关注如何将图像分割成属于不同语义类别的区域。值得一提的是，这些语义区域的标注和预测都是像素级的。图9.10展示了语义分割中图像有关狗、猫和背景的标签。可以看到，与目标检测相比，语义分割标注的像素级的边框显然更加精细。\n",
    "\n",
    "![语义分割中图像有关狗、猫和背景的标签](../img/segmentation.svg)\n",
    "\n",
    "\n",
    "## 图像分割和实例分割\n",
    "\n",
    "计算机视觉领域还有2个与语义分割相似的重要问题，即图像分割（image segmentation）和实例分割（instance segmentation）。我们在这里将它们与语义分割简单区分一下。\n",
    "\n",
    "* 图像分割将图像分割成若干组成区域。这类问题的方法通常利用图像中像素之间的相关性。它在训练时不需要有关图像像素的标签信息，在预测时也无法保证分割出的区域具有我们希望得到的语义。以图9.10的图像为输入，图像分割可能将狗分割成两个区域：一个覆盖以黑色为主的嘴巴和眼睛，而另一个覆盖以黄色为主的其余部分身体。\n",
    "* 实例分割又叫同时检测并分割（simultaneous detection and segmentation）。它研究如何识别图像中各个目标实例的像素级区域。与语义分割有所不同，实例分割不仅需要区分语义，还要区分不同的目标实例。如果图像中有两只狗，实例分割需要区分像素属于这两只狗中的哪一只。\n",
    "\n",
    "\n",
    "## Pascal VOC2012语义分割数据集\n",
    "\n",
    "语义分割的一个重要数据集叫作Pascal VOC2012 [1]。为了更好地了解这个数据集，我们先导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "1"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import d2lzh as d2l\n",
    "from mxnet import gluon, image, nd\n",
    "from mxnet.gluon import data as gdata, utils as gutils\n",
    "import os\n",
    "import sys\n",
    "import tarfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们下载这个数据集的压缩包到`../data`路径下。压缩包大小是2 GB左右，下载需要一定时间。解压之后的数据集将会放置在`../data/VOCdevkit/VOC2012`路径下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "2"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def download_voc_pascal(data_dir='../data'):\n",
    "    voc_dir = os.path.join(data_dir, 'VOCdevkit/VOC2012')\n",
    "    url = ('http://host.robots.ox.ac.uk/pascal/VOC/voc2012'\n",
    "           '/VOCtrainval_11-May-2012.tar')\n",
    "    sha1 = '4e443f8a2eca6b1dac8a6c57641b67dd40621a49'\n",
    "    fname = gutils.download(url, data_dir, sha1_hash=sha1)\n",
    "    with tarfile.open(fname, 'r') as f:\n",
    "        f.extractall(data_dir)\n",
    "    return voc_dir\n",
    "\n",
    "voc_dir = download_voc_pascal()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进入`../data/VOCdevkit/VOC2012`路径后，我们可以获取数据集的不同组成部分。其中`ImageSets/Segmentation`路径包含了指定训练和测试样本的文本文件，而`JPEGImages`和`SegmentationClass`路径下分别包含了样本的输入图像和标签。这里的标签也是图像格式，其尺寸和它所标注的输入图像的尺寸相同。标签中颜色相同的像素属于同一个语义类别。下面定义`read_voc_images`函数将输入图像和标签全部读进内存。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "3"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def read_voc_images(root=voc_dir, is_train=True):\n",
    "    txt_fname = '%s/ImageSets/Segmentation/%s' % (\n",
    "        root, 'train.txt' if is_train else 'val.txt')\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    features, labels = [None] * len(images), [None] * len(images)\n",
    "    for i, fname in enumerate(images):\n",
    "        features[i] = image.imread('%s/JPEGImages/%s.jpg' % (root, fname))\n",
    "        labels[i] = image.imread(\n",
    "            '%s/SegmentationClass/%s.png' % (root, fname))\n",
    "    return features, labels\n",
    "\n",
    "train_features, train_labels = read_voc_images()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们画出前5张输入图像和它们的标签。在标签图像中，白色和黑色分别代表边框和背景，而其他不同的颜色则对应不同的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "4"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "d2l.show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们列出标签中每个RGB颜色的值及其标注的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "5"
    }
   },
   "outputs": [],
   "source": [
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了上面定义的两个常量以后，我们可以很容易地查找标签中每个像素的类别索引。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "6"
    }
   },
   "outputs": [],
   "source": [
    "colormap2label = nd.zeros(256 ** 3)\n",
    "for i, colormap in enumerate(VOC_COLORMAP):\n",
    "    colormap2label[(colormap[0] * 256 + colormap[1]) * 256 + colormap[2]] = i\n",
    "\n",
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    colormap = colormap.astype('int32')\n",
    "    idx = ((colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256\n",
    "           + colormap[:, :, 2])\n",
    "    return colormap2label[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "例如，第一张样本图像中飞机头部区域的类别索引为1，而背景全是0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "7"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\n",
       " [[0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 1. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 0. 1. 1.]]\n",
       " <NDArray 10x10 @cpu(0)>, 'aeroplane')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], colormap2label)\n",
    "y[105:115, 130:140], VOC_CLASSES[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 预处理数据\n",
    "\n",
    "在之前的章节中，我们通过缩放图像使其符合模型的输入形状。然而在语义分割里，这样做需要将预测的像素类别重新映射回原始尺寸的输入图像。这样的映射难以做到精确，尤其在不同语义的分割区域。为了避免这个问题，我们将图像裁剪成固定尺寸而不是缩放。具体来说，我们使用图像增广里的随机裁剪，并对输入图像和标签裁剪相同区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "8"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_rand_crop(feature, label, height, width):\n",
    "    feature, rect = image.random_crop(feature, (width, height))\n",
    "    label = image.fixed_crop(label, *rect)\n",
    "    return feature, label\n",
    "\n",
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "d2l.show_images(imgs[::2] + imgs[1::2], 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义语义分割数据集类\n",
    "\n",
    "我们通过继承Gluon提供的`Dataset`类自定义了一个语义分割数据集类`VOCSegDataset`。通过实现`__getitem__`函数，我们可以任意访问数据集中索引为`idx`的输入图像及其每个像素的类别索引。由于数据集中有些图像的尺寸可能小于随机裁剪所指定的输出尺寸，这些样本需要通过自定义的`filter`函数所移除。此外，我们还定义了`normalize_image`函数，从而对输入图像的RGB三个通道的值分别做标准化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "9"
    }
   },
   "outputs": [],
   "source": [
    "# 本类已保存在d2lzh包中方便以后使用\n",
    "class VOCSegDataset(gdata.Dataset):\n",
    "    def __init__(self, is_train, crop_size, voc_dir, colormap2label):\n",
    "        self.rgb_mean = nd.array([0.485, 0.456, 0.406])\n",
    "        self.rgb_std = nd.array([0.229, 0.224, 0.225])\n",
    "        self.crop_size = crop_size\n",
    "        features, labels = read_voc_images(root=voc_dir, is_train=is_train)\n",
    "        self.features = [self.normalize_image(feature)\n",
    "                         for feature in self.filter(features)]\n",
    "        self.labels = self.filter(labels)\n",
    "        self.colormap2label = colormap2label\n",
    "        print('read ' + str(len(self.features)) + ' examples')\n",
    "\n",
    "    def normalize_image(self, img):\n",
    "        return (img.astype('float32') / 255 - self.rgb_mean) / self.rgb_std\n",
    "\n",
    "    def filter(self, imgs):\n",
    "        return [img for img in imgs if (\n",
    "            img.shape[0] >= self.crop_size[0] and\n",
    "            img.shape[1] >= self.crop_size[1])]\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        feature, label = voc_rand_crop(self.features[idx], self.labels[idx],\n",
    "                                       *self.crop_size)\n",
    "        return (feature.transpose((2, 0, 1)),\n",
    "                voc_label_indices(label, self.colormap2label))\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据集\n",
    "\n",
    "我们通过自定义的`VOCSegDataset`类来分别创建训练集和测试集的实例。假设我们指定随机裁剪的输出图像的形状为$320\\times 480$。下面我们可以查看训练集和测试集所保留的样本个数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "10"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1114 examples\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1078 examples\n"
     ]
    }
   ],
   "source": [
    "crop_size = (320, 480)\n",
    "voc_train = VOCSegDataset(True, crop_size, voc_dir, colormap2label)\n",
    "voc_test = VOCSegDataset(False, crop_size, voc_dir, colormap2label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设批量大小为64，分别定义训练集和测试集的迭代器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "11"
    }
   },
   "outputs": [],
   "source": [
    "batch_size = 64\n",
    "num_workers = 0 if sys.platform.startswith('win32') else 4\n",
    "train_iter = gdata.DataLoader(voc_train, batch_size, shuffle=True,\n",
    "                              last_batch='discard', num_workers=num_workers)\n",
    "test_iter = gdata.DataLoader(voc_test, batch_size, last_batch='discard',\n",
    "                             num_workers=num_workers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "打印第一个小批量的形状。不同于图像分类和目标识别，这里的标签是一个三维数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "12"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(64, 3, 320, 480)\n",
      "(64, 320, 480)\n"
     ]
    }
   ],
   "source": [
    "for X, Y in train_iter:\n",
    "    print(X.shape)\n",
    "    print(Y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "* 语义分割关注如何将图像分割成属于不同语义类别的区域。\n",
    "* 语义分割的一个重要数据集叫作Pascal VOC2012。\n",
    "* 由于语义分割的输入图像和标签在像素上一一对应，所以将图像随机裁剪成固定尺寸而不是缩放。\n",
    "\n",
    "## 练习\n",
    "\n",
    "* 回忆[“图像增广”](image-augmentation.ipynb)一节中的内容。哪些在图像分类中使用的图像增广方法难以用于语义分割？\n",
    "\n",
    "\n",
    "\n",
    "##  参考文献\n",
    "\n",
    "[1] Pascal VOC2012数据集。http://host.robots.ox.ac.uk/pascal/VOC/voc2012/\n",
    "\n",
    "## 扫码直达[讨论区](https://discuss.gluon.ai/t/topic/7218)\n",
    "\n",
    "![](../img/qr_semantic-segmentation-and-dataset.svg)"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}